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Large language models (LLMs) have limitations in handling tasks that require real-time access to external APIs. While several benchmarks like ToolBench and APIGen have been developed to assess LLMs' API-use capabilities, they often suffer…

Artificial Intelligence · Computer Science 2024-09-25 Woojeong Kim , Ashish Jagmohan , Aditya Vempaty

Representational state transfer (REST) is a widely employed architecture by web applications and cloud. Users can invoke such services according to the specification of their application interfaces, namely RESTful APIs. Existing approaches…

Software Engineering · Computer Science 2022-03-08 Jiaxian Lin , Tianyu Li , Yang Chen , Guangsheng Wei , Jiadong Lin , Sen Zhang , Hui Xu

Latency and cost of Internet-based services are encouraging the use of application-level caching to continue satisfying users' demands, and improve the scalability and availability of origin servers. Despite its popularity, this level of…

Software Engineering · Computer Science 2020-11-03 Jhonny Mertz , Ingrid Nunes

Writing and maintaining UI tests for mobile apps is a time-consuming and tedious task. While decades of research have produced automated approaches for UI test generation, these approaches typically focus on testing for crashes or…

Software Engineering · Computer Science 2022-11-03 Yixue Zhao , Saghar Talebipour , Kesina Baral , Hyojae Park , Leon Yee , Safwat Ali Khan , Yuriy Brun , Nenad Medvidovic , Kevin Moran

A natural method to evaluate the effectiveness of a testing technique is to measure the defect detection rate when applying the created test cases. Here, real or artificial software defects can be injected into the source code of software.…

Software Engineering · Computer Science 2020-01-28 Miroslav Bures , Pavel Herout , Bestoun S. Ahmed

Labeling issues with the skills required to complete them can help contributors to choose tasks in Open Source Software projects. However, manually labeling issues is time-consuming and error-prone, and current automated approaches are…

Large language models (LLMs) increasingly rely on external tools and APIs to execute complex tasks specified in natural language. Evaluating such tool calling capabilities in realistic enterprise settings is challenging: APIs are often…

Software Engineering · Computer Science 2026-01-27 Benjamin Elder , Anupama Murthi , Jungkoo Kang , Ankita Rajaram Naik , Kiran Kate , Kinjal Basu , Danish Contractor

In recent years, GraphQL has become a popular way to expose web APIs. With its raise of adoption in industry, the quality of GraphQL APIs must be also assessed, as with any part of a software system, and preferably in an automated manner.…

Software Engineering · Computer Science 2020-12-15 Stefan Karlsson , Adnan Čaušević , Daniel Sundmark

The software industry aims to provide customers with quality software. Testing software is a critical and sensitive stage in ensuring software quality. Due to the increasing popularity of mobile devices, the use of Android applications has…

Software Engineering · Computer Science 2022-09-07 Fatemeh Mosayeb , Shohreh Ajoudanian

Software's pervasive impact and increasing reliance in the era of digital transformation raise concerns about vulnerabilities, emphasizing the need for software security. Fuzzy testing is a dynamic analysis software testing technique that…

Software Engineering · Computer Science 2024-07-22 Tiago Dias , Eva Maia , Isabel Praça

Application-level caches are widely adopted by web applications to minimize the response time of user requests as well as to reduce the burden on the system backend, such as the database servers. In the state of practice, developers have to…

Databases · Computer Science 2023-11-07 Yunhong Ji , Xuan Zhou , Yongluan Zhou , Ke Wang

In API testing, deriving logical constraints on API response bodies to be used as oracles is crucial for generating test cases and performing automated testing of RESTful APIs. However, existing approaches are restricted to dynamic…

Software Engineering · Computer Science 2025-12-22 Hieu Huynh , Tri Le , Tu Nguyen , Viet Nguyen , Vu Nguyen , Tien N. Nguyen

Developers are increasingly using services such as Dependabot to automate dependency updates. However, recent research has shown that developers perceive such services as unreliable, as they heavily rely on test coverage to detect conflicts…

Software Engineering · Computer Science 2021-09-27 Joseph Hejderup , Georgios Gousios

Testing RESTful API is increasingly important in quality assurance of cloud-native applications. Recent advances in machine learning (ML) techniques have demonstrated that various testing activities can be performed automatically by large…

Software Engineering · Computer Science 2025-11-25 Xiaoke Han , Hong Zhu

Context: Most approaches to automated white-box testing consider the client side and the server side of a web application in isolation from each other. Such testers lack a whole-program perspective on the web application under test.…

Software Engineering · Computer Science 2021-03-05 Maarten Vandercammen , Laurent Christophe , Dario Di Nucci , Wolfgang De Meuter , Coen De Roover

We introduce API Pack, a massive multi-programming language dataset containing over one million instruction-API calls for improving the API call generation capabilities of large language models. Our evaluation highlights three key findings:…

Computation and Language · Computer Science 2025-02-17 Zhen Guo , Adriana Meza Soria , Wei Sun , Yikang Shen , Rameswar Panda

Microservices expose their functionality via remote Application Programming Interfaces (APIs), e.g., based on HTTP or asynchronous messaging technology. To solve recurring problems in this design space, Microservice API Patterns (MAPs) have…

Software Engineering · Computer Science 2024-09-12 Justus Bogner , Pawel Wójcik , Olaf Zimmermann

Large Language Models (LLMs) are increasingly used to build autonomous agents that perform complex tasks with external tools, often exposed through APIs in enterprise systems. Direct use of these APIs is difficult due to the complex input…

Software testing is a crucial phase in the software development lifecycle (SDLC), ensuring that products meet necessary functional, performance, and quality benchmarks before release. Despite advancements in automation, traditional methods…

Software Engineering · Computer Science 2026-03-10 Mohammad Baqar , Rajat Khanda

In the contemporary landscape of technological advancements, the automation of manual processes is crucial, compelling the demand for huge datasets to effectively train and test machines. This research paper is dedicated to the exploration…

Software Engineering · Computer Science 2024-04-17 S Deepika Sri , Mohammed Aadil S , Sanjjushri Varshini R , Raja CSP Raman , Gopinath Rajagopal , S Taranath Chan